Automatic classification method of star spectra data based on manifold-based discriminant analysis and support vector machine

Guang Pu Xue Yu Guang Pu Fen Xi/Spectroscopy and Spectral Analysis

Volumn 34, Issue 1, 2014, Pages 263-266

  Liu, Zhong Bao ^a   Wang, Zhao Ba ^a   Zhao, Wen Juan ^b  

^a NORTH UNIVERSITY OF CHINA   (China)

^b SHANXI UNIVERSITY   (China)

Author keywords

Automatic classification; Manifold based discriminant analysis (MDA); Star spectra data; Support vector machine (SVM)

Indexed keywords

AUTOMATIC CLASSIFICATION; CLASSIFICATION EFFICIENCY; DISTRIBUTION CHARACTERISTICS; MANIFOLD STRUCTURES; MANIFOLD-BASED DISCRIMINANT ANALYSIS (MDA); OPTIMIZATION PROBLEMS; SEPARATING HYPERPLANE; SPECTRA DATUM;

DISCRIMINANT ANALYSIS; OPTIMIZATION; STARS;

SUPPORT VECTOR MACHINES;

EID: 84891961315     PISSN: 10000593     EISSN: None     Source Type: Journal    
DOI: 10.3964/j.issn.1000-0593(2014)01-0263-04     Document Type: Article

References (15)

1. Goebel J, Stutz J, Volk K, et al. Astronomy and Astrophysics, 1989, 222(1-2): 5.
2. Gulati R K, Gupta R, Gothoskar P. Astronomy and Astrophysics, 1997, 322(3): 933.
3. Bailer-Jones C A L. Astronomy and Astrophysics, 2000, 357(1): 197.
4. Stark P B, Herron M M, Matteson A. Applied Spectroscopy, 1993, 47(11): 1820.
5. Mahdi B. Astrophysics and Space Science, 2012, 337(1): 93.
6. Navarro S G, Corradi R L M, Mampaso A. Astronomy and Astrophysics, 2012, 538(A76): 1.
7. Adam S B, David J S, Eric A, et al. The Astronomical Journal, 2012, 144(5): 144.
8. Luo A L, Zhao Y H. Chinese Journal of Astronomy and Astrophysics, 2000, 20(4): 427.
9. Li X R, Hu Z Y. International Journal of Computer Vision, 2010, 89(1): 1.
10. LIU Zhong-tian, LI Xiang-ru, WU Fu-chao, et al. Chinese Journal of Electronics, 2007, 35(1): 157.
11. ZHAO Mei-fang, WU Chao, LUO A-li, et al. Acta Astronomica Sinica, 2007, 48(1): 1.
12. CAI Jiang-hui, YANG Hai-feng, ZHAO Xu-jun, et al. Spectroscopy and Spectral Analysis, 2013, 33(1): 237.
13. Vapnik V. The Nature of Statistical Learning Theory. New York: Springer-Verlag, 1995.
14. LIU Zhong-bao, PAN Guang-zhen, ZHAO Wen-juan. Journal of Electronics and Information Technology, 2013, 35(9): 2047.
15. He X F, Niyogi P. Advances in Neural Information Processing Systems (NIPS), Vancouver, Canada, 2003. 153.